FLAIR: A Metric for Liquidity Provider Competitiveness in Automated Market Makers

06/15/2023
by   Jason Milionis, et al.
0

This paper aims to enhance the understanding of liquidity provider (LP) returns in automated market makers (AMMs). LPs face market risk as well as adverse selection due to risky asset holdings in the pool that they provide liquidity to and the informational asymmetry between informed traders (arbitrageurs) and AMMs. Loss-versus-rebalancing (LVR) quantifies the adverse selection cost (Milionis et al., 2022a), and is a popular metric to evaluate the flow toxicity to an AMM. However, individual LP returns are critically affected by another factor orthogonal to the above: the competitiveness among LPs. This work introduces a novel metric for LP competitiveness, called FLAIR (short for fee liquidity-adjusted instantaneous returns), that aims to supplement LVR in assessments of LP performance to capture the dynamic behavior of LPs in a pool. Our metric reflects the characteristics of fee return-on-capital, and differentiates active liquidity provisioning strategies in AMMs. To illustrate how both flow toxicity, accounting for the sophistication of the counterparty of LPs, as well as LP competitiveness, accounting for the sophistication of the competition among LPs, affect individual LP returns, we propose a quadrant interpretation where all of these characteristics may be readily visualized. We examine LP competitiveness in an ex-post fashion, and show example cases in all of which our metric confirms the expected nuances and intuition of competitiveness among LPs. FLAIR has particular merit in empirical analyses, and is able to better inform practical assessments of AMM pools.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
05/20/2021

A (Slightly) Improved Bound on the Integrality Gap of the Subtour LP for TSP

We show that for some ϵ > 10^-36 and any metric TSP instance, the max en...
research
02/18/2019

Characterizing the Integrality Gap of the Subtour LP for the Circulant Traveling Salesman Problem

We consider the integrality gap of the subtour LP relaxation of the Trav...
research
07/07/2021

Predicting Risk-adjusted Returns using an Asset Independent Regime-switching Model

Financial markets tend to switch between various market regimes over tim...
research
05/03/2023

Not feeling the buzz: Correction study of mispricing and inefficiency in online sportsbooks

We present a strict replication and correction of results published in a...
research
06/20/2023

The Pricing And Hedging Of Constant Function Market Makers

We investigate the most common type of blockchain-based decentralized ex...
research
09/28/2021

AMA-K: Aggressive Multi-Temporal Allocation An Algorithm for Aggressive Online Portfolio Selection

Online portfolio selection is an integral componentof wealth management....
research
09/26/2022

Automatic Identification and Classification of Share Buybacks and their Effect on Short-, Mid- and Long-Term Returns

This thesis investigates share buybacks, specifically share buyback anno...

Please sign up or login with your details

Forgot password? Click here to reset